{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "警告：黄金价格数据在定投周期中存在缺失值，进行填充\n",
      "定投的总收益率: 59.49%\n",
      "定投的年化收益率: 9.46%\n",
      "黄金价格的总涨幅: 94.51%\n",
      "黄金价格的年化收益率: 13.74%\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\liangcheng\\AppData\\Local\\Temp\\ipykernel_16596\\2045394347.py:35: FutureWarning: DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.\n",
      "  gold_df_resampled.fillna(method='ffill', inplace=True)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import akshare as ak\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdates\n",
    "\n",
    "# 参数设定\n",
    "start_date = \"2020-01-01\"  # 定投开始日期\n",
    "gold_grams_per_period = 2  # 每次定投黄金克数\n",
    "investment_freq = 'W'  # 定投周期（'W'表示每周）\n",
    "initial_funds = 50000  # 初始资金 5 万元\n",
    "end_date = pd.Timestamp.today().strftime('%Y-%m-%d')  # 结束日期为当前日期\n",
    "\n",
    "# 获取黄金价格数据\n",
    "gold_df = ak.futures_main_sina(symbol=\"AU0\", start_date=start_date, end_date=end_date)\n",
    "\n",
    "# 处理时间格式\n",
    "gold_df['日期'] = pd.to_datetime(gold_df['日期'])\n",
    "gold_df.set_index('日期', inplace=True)\n",
    "\n",
    "# 检查是否有缺失值并填充\n",
    "if gold_df.isnull().any().any():\n",
    "    print(\"警告：黄金价格数据存在缺失值，进行填充\")\n",
    "    gold_df.fillna(method='ffill', inplace=True)  # 前向填充缺失值\n",
    "\n",
    "# 生成定投日期\n",
    "investment_dates = pd.date_range(start=start_date, end=end_date, freq=investment_freq)\n",
    "\n",
    "# 取定投周期的黄金收盘价\n",
    "gold_df_resampled = gold_df.resample(investment_freq).last()  # 取定投周期最后一个交易日的价格\n",
    "gold_df_resampled = gold_df_resampled.reindex(investment_dates, method='ffill')  # 对齐投资日期并填充价格\n",
    "\n",
    "# 检查是否有缺失值并填充\n",
    "if gold_df_resampled.isnull().any().any():\n",
    "    print(\"警告：黄金价格数据在定投周期中存在缺失值，进行填充\")\n",
    "    gold_df_resampled.fillna(method='ffill', inplace=True)\n",
    "\n",
    "# 初始化投资\n",
    "funds = initial_funds  # 初始投资金额 5 万元\n",
    "total_investment = []  # 记录累计投入金额\n",
    "cumulative_gold = initial_funds / gold_df_resampled.iloc[0]['收盘价']  # 使用5万购买黄金，计算黄金克数\n",
    "gold_holdings = []  # 记录持有的黄金克数\n",
    "gold_value = []  # 记录黄金市值\n",
    "dates = []  # 记录有效交易日期\n",
    "\n",
    "# 初始投资，直接用5万块买黄金\n",
    "total_investment.append(initial_funds)  # 初始投资金额\n",
    "gold_holdings.append(cumulative_gold)  # 初始持有黄金克数\n",
    "gold_value.append(cumulative_gold * gold_df_resampled.iloc[0]['收盘价'])  # 黄金市值\n",
    "dates.append(investment_dates[0])\n",
    "\n",
    "# 每周定投2克黄金（每周定投的费用是固定的，基于2克黄金的购买量）\n",
    "for date, price in zip(investment_dates[1:], gold_df_resampled['收盘价'][1:]):\n",
    "    # 每次定投，增加资金购买黄金，基于每克黄金的价格\n",
    "    funds += gold_grams_per_period * price  # 每周在原有资金基础上增加2克黄金的投资\n",
    "    cumulative_gold += gold_grams_per_period  # 增加持有的黄金\n",
    "    total_investment.append(funds)  # 累计投资金额\n",
    "    gold_holdings.append(cumulative_gold)  # 持有的黄金克数\n",
    "    gold_value.append(cumulative_gold * price)  # 黄金市值\n",
    "    dates.append(date)\n",
    "\n",
    "# 转换为 Pandas Series\n",
    "total_investment = pd.Series(total_investment, index=dates)\n",
    "gold_holdings = pd.Series(gold_holdings, index=dates)\n",
    "gold_value = pd.Series(gold_value, index=dates)\n",
    "\n",
    "# 绘制三条曲线\n",
    "fig, ax1 = plt.subplots(figsize=(12, 6))\n",
    "\n",
    "\n",
    "# 定投的总收益率和年化收益率\n",
    "# 计算定投的总成本\n",
    "total_cost = total_investment.iloc[-1]  # 总成本为最后的累计投资金额\n",
    "# 计算定投的最终市值\n",
    "final_value = gold_value.iloc[-1]  # 最终市值为持有黄金的市值\n",
    "\n",
    "# 定投的总收益率\n",
    "investment_total_return = (final_value - total_cost) / total_cost  # 总收益率\n",
    "\n",
    "# 定投的年化收益率\n",
    "investment_duration_years = (pd.to_datetime(end_date) - pd.to_datetime(start_date)).days / 365.25  # 计算投资年数\n",
    "investment_cagr = (final_value / total_cost) ** (1 / investment_duration_years) - 1  # 年化收益率\n",
    "\n",
    "# 黄金价格的总涨幅\n",
    "start_price = gold_df['收盘价'].iloc[0]  # 黄金定投开始时的价格\n",
    "end_price = gold_df['收盘价'].iloc[-1]  # 黄金定投结束时的价格\n",
    "\n",
    "# 黄金总涨幅\n",
    "gold_total_return = (end_price - start_price) / start_price  # 总涨幅\n",
    "\n",
    "# 黄金年化收益率\n",
    "gold_cagr = (end_price / start_price) ** (1 / investment_duration_years) - 1  # 年化收益率\n",
    "\n",
    "# 打印四个收益率\n",
    "print(f\"定投的总收益率: {investment_total_return * 100:.2f}%\")\n",
    "print(f\"定投的年化收益率: {investment_cagr * 100:.2f}%\")\n",
    "print(f\"黄金价格的总涨幅: {gold_total_return * 100:.2f}%\")\n",
    "print(f\"黄金价格的年化收益率: {gold_cagr * 100:.2f}%\")\n",
    "\n",
    "# 黄金价格曲线\n",
    "ax1.plot(gold_df_resampled.index, gold_df_resampled['收盘价'], label='黄金价格（元/克）', color='gold')\n",
    "ax1.set_xlabel('日期')\n",
    "ax1.set_ylabel('黄金价格（元/克）', color='gold')\n",
    "ax1.tick_params(axis='y', labelcolor='gold')\n",
    "\n",
    "# 累计投资金额和黄金持有市值曲线\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(total_investment.index, total_investment, label='累计投资金额（元）', color='blue', linestyle='--')\n",
    "ax2.plot(gold_value.index, gold_value, label='黄金持有市值（元）', color='red', linestyle='-.')\n",
    "ax2.set_ylabel('金额（元）')\n",
    "ax2.tick_params(axis='y')\n",
    "\n",
    "# 设置x轴格式\n",
    "ax1.xaxis.set_major_locator(mdates.YearLocator())\n",
    "ax1.xaxis.set_major_formatter(mdates.DateFormatter('%Y-%m'))\n",
    "\n",
    "# 添加图例\n",
    "fig.tight_layout()\n",
    "fig.legend(loc='upper left', bbox_to_anchor=(0.1, 0.9))\n",
    "plt.title(f'黄金定投收益曲线（{start_date} - {end_date}，定投 {gold_grams_per_period} 克/{investment_freq}，初始资金 {initial_funds} 元）')\n",
    "plt.grid()\n",
    "plt.show()\n",
    "\n"
   ]
  }
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